{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# scrapy终端与核心组件"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 一.scrapy shell"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "scrapy shell是一个交互式终端,可用于在不启动爬虫的情况下尝试及调试爬取代码.也可以用来测试XPath或CSS表达式,查看它们的工作方式以及爬取的网页中提取的数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "scrapy shell一般使用标准python终端,但是如果安装了IPython,scrapy shell将优先使用IPython"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.启动scrapy shell"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 1,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename=\"./data/11_1.png\",width=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"./data/11_2.png\",width=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.使用scrapy shell"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "scrapy shell可以看成一个在python终端基础上添加了扩充功能的python控制台程序,这些扩充包括若干功能函数和内置对象"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>功能函数</b>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "scrapy shell提供的功能函数主要包括以下3种：\n",
    "1. shelp()：打印可用对象和快捷命令的帮助列表\n",
    "2. fetch(request_or_url)：根据给定的请求request或URL获取一个新的response对象,并更新原有的相关对象\n",
    "3. view(response)：使用本机的浏览器打开给定的response对象,该函数会在response的body中添加一个<base>标签,使得外部链接能正确显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
